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Research Output 2001 2019

  • 1274 Citations
  • 18 h-Index
  • 45 Conference contribution
  • 22 Article
2019

On the Induction of Cascading Failures in Transportation Networks

Kearney, G. & Fardad, M., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 1821-1826 6 p. 8619519. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cascading Failure
Transportation Networks
Proof by induction
Traffic Network
Cell
1 Citation (Scopus)

Reinforced adversarial attacks on deep neural networks using ADMM

Zhao, P., Xu, K., Zhang, T., Fardad, M., Wang, Y. & Lin, X., Feb 20 2019, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1169-1173 5 p. 8646651. (2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Distillation
Deep neural networks
Deep learning
2018
3 Citations (Scopus)

A Memristor-Based Optimization Framework for Artificial Intelligence Applications

Liu, S., Wang, Y., Fardad, M. & Varshney, P. K., Jan 1 2018, In : IEEE Circuits and Systems Magazine. 18, 1, p. 29-44 16 p., 8288635.

Research output: Contribution to journalArticle

Memristors
Artificial intelligence
Linear equations
Learning systems
Quadratic programming

A systematic DNN weight pruning framework using alternating direction method of multipliers

Zhang, T., Ye, S., Zhang, K., Tang, J., Wen, W., Fardad, M. & Wang, Y., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Weiss, Y. & Hebert, M. (eds.). Springer Verlag, p. 191-207 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11212 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Method of multipliers
Alternating Direction Method
Pruning
Neural Networks
Nonconvex Optimization
2016
3 Citations (Scopus)

On a framework for analysis and design of cascades on Boolean networks

Kearney, G. & Fardad, M., Dec 27 2016, 2016 IEEE 55th Conference on Decision and Control, CDC 2016. Institute of Electrical and Electronics Engineers Inc., p. 997-1002 6 p. 7798398

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Boolean Networks
Cascade
Directed graphs
Vertex of a graph
Polynomials

On consensus-based community detection

Fardad, M., Feb 8 2016, Proceedings of the IEEE Conference on Decision and Control. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-February. p. 1577-1582 6 p. 7402435

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Community Detection
Vertex of a graph
Convex Relaxation
Semidefinite Program
Weighted Average
1 Citation (Scopus)

On optimal sensor collaboration for distributed estimation with individual power constraints

Liu, S., Kar, S., Fardad, M. & Varshney, P. K., Feb 26 2016, Conference Record - Asilomar Conference on Signals, Systems and Computers. IEEE Computer Society, Vol. 2016-February. p. 571-575 5 p. 7421194

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Fusion reactions
Topology
4 Citations (Scopus)

Optimal energy allocation and storage control for distributed estimation with sensor collaboration

Liu, S., Wang, Y., Fardad, M. & Varshney, P. K., Apr 26 2016, 2016 50th Annual Conference on Information Systems and Sciences, CISS 2016. Institute of Electrical and Electronics Engineers Inc., p. 42-47 6 p. 7460474

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy harvesting
Sensors
Law enforcement
Energy storage
Wireless sensor networks
10 Citations (Scopus)

Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters

Liu, S., Kar, S., Fardad, M. & Varshney, P. K., Dec 15 2016, In : IEEE Transactions on Signal Processing. 64, 24, p. 6613-6626 14 p., 7572989.

Research output: Contribution to journalArticle

Sensors
Computational efficiency
Sensor networks
Fusion reactions
44 Citations (Scopus)

Sensor selection for estimation with correlated measurement noise

Liu, S., Chepuri, S. P., Fardad, M., Masazade, E., Leus, G. & Varshney, P. K., Jul 1 2016, In : IEEE Transactions on Signal Processing. 64, 13, p. 3509-3522 14 p., 7446349.

Research output: Contribution to journalArticle

Sensors
Fisher information matrix
Parameter estimation
Error analysis
Chemical activation
7 Citations (Scopus)

Technical and economical evaluation of reactive power service from aggregated EVs

Mojdehi, M. N., Fardad, M. & Ghosh, P. K., Apr 1 2016, In : Electric Power Systems Research. 133, p. 132-141 10 p.

Research output: Contribution to journalArticle

Electric vehicles
Reactive power
Degradation
Operating costs
Costs
2015

Energy and cost minimization of bidirectional frequency regulation service by EV following FERC order 755

Mojdehi, M. N., Ghosh, P. K. & Fardad, M., Sep 30 2015, IEEE Power and Energy Society General Meeting. IEEE Computer Society, Vol. 2015-September. 7285982

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric vehicles
Costs
Cost functions
Linear programming
Degradation
5 Citations (Scopus)

On the optimality of sparse long-range links in circulant consensus networks

Fardad, M., Jul 28 2015, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-July. p. 2075-2080 6 p. 7171039

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Telecommunication links
Small-world networks
Directed graphs
Network architecture
Topology
4 Citations (Scopus)

Sensor selection with correlated measurements for target tracking in wireless sensor networks

Liu, S., Masazade, E., Fardad, M. & Varshney, P. K., Aug 4 2015, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. 4030-4034 5 p. 7178728

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Target tracking
Wireless sensor networks
Sensors
Fisher information matrix
Linearization
25 Citations (Scopus)

Sparsity-aware sensor collaboration for linear coherent estimation

Liu, S., Kar, S., Fardad, M. & Varshney, P. K., May 15 2015, In : IEEE Transactions on Signal Processing. 63, 10, p. 2582-2596 15 p., 7060716.

Research output: Contribution to journalArticle

Sensors
Costs
Fusion reactions
Experiments
5 Citations (Scopus)

Sparsity-promoting sensor management for estimation: An energy balance point of view

Liu, S., Chen, F., Vempaty, A., Fardad, M., Shen, L. & Varshney, P. K., Sep 14 2015, 2015 18th International Conference on Information Fusion, Fusion 2015. Institute of Electrical and Electronics Engineers Inc., p. 231-238 8 p. 7266567

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy balance
Sensors
Scheduling algorithms
Parameter estimation
2 Citations (Scopus)

Vulnerability analysis of large-scale dynamical networks to coordinated attacks

Pushpak, S., Diwadkar, A., Fardad, M. & Vaidya, U., Dec 16 2015, Proceedings of 2014 Australian Control Conference, AUCC 2014. Institute of Electrical and Electronics Engineers Inc., p. 89-94 6 p. 7358710

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Network components
Linear systems
2014
80 Citations (Scopus)

Algorithms for leader selection in stochastically forced consensus networks

Lin, F., Fardad, M. & Jovanovic, M. R., 2014, In : IEEE Transactions on Automatic Control. 59, 7, p. 1789-1802 14 p., 6780618.

Research output: Contribution to journalArticle

Sensor networks
Trajectories
54 Citations (Scopus)

Design of optimal sparse interconnection graphs for synchronization of oscillator networks

Fardad, M., Lin, F. & Jovanovic, M. R., 2014, In : IEEE Transactions on Automatic Control. 59, 9, p. 2457-2462 6 p., 6716960.

Research output: Contribution to journalArticle

Synchronization
Electric potential
Optimal design
23 Citations (Scopus)

Energy-aware sensor selection in field reconstruction

Liu, S., Vempaty, A., Fardad, M., Masazade, E. & Varshney, P. K., 2014, In : IEEE Signal Processing Letters. 21, 12, p. 1476-1480 5 p., 6867304.

Research output: Contribution to journalArticle

Sensor
Sensors
Energy
Method of multipliers
Proximal Methods
8 Citations (Scopus)

On optimal link creation for facilitation of consensus in social networks

Fardad, M., Lin, F. & Jovanovic, M. R., 2014, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., p. 3790-3795 6 p. 6859126

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Small-world networks
4 Citations (Scopus)

On optimal link removals for controllability degradation in dynamical networks

Fardad, M., Diwadkar, A. & Vaidya, U., 2014, In : Unknown Journal. 2015-February, February, p. 499-504 6 p., 7039430.

Research output: Contribution to journalArticle

controllability
Controllability
attack
Degradation
Attack
5 Citations (Scopus)

On optimal sensor collaboration topologies for linear coherent estimation

Liu, S., Fardad, M., Kar, S. & Varshney, P. K., 2014, IEEE International Symposium on Information Theory - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2624-2628 5 p. 6875309

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Topology
Sensor
Sensors
Distributed Estimation
Fusion
30 Citations (Scopus)

On the design of optimal structured and sparse feedback gains via sequential convex programming

Fardad, M. & Jovanović, M. R., 2014, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., p. 2426-2431 6 p. 6859120

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Convex optimization
Feedback
Linearization
5 Citations (Scopus)

On the properties of optimal weak links in consensus networks

Fardad, M., Zhang, X., Lin, F. & Jovanovic, M. R., 2014, In : Unknown Journal. 2015-February, February, p. 2124-2129 6 p., 7039712.

Research output: Contribution to journalArticle

Experiments
Weighted Average
Perturbation Method
Linear Program
casts
52 Citations (Scopus)

Optimal periodic sensor scheduling in networks of dynamical systems

Liu, S., Fardad, M., Varshney, P. K. & Masazade, E., Jun 15 2014, In : IEEE Transactions on Signal Processing. 62, 12, p. 3055-3068 14 p., 6805223.

Research output: Contribution to journalArticle

Dynamical systems
Scheduling
Sensors
Scheduling algorithms
Chemical activation
18 Citations (Scopus)

Sparsity-aware field estimation via ordinary Kriging

Liu, S., Masazade, E., Fardad, M. & Varshney, P. K., 2014, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3948-3952 5 p. 6854342

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Combinatorial optimization
Wireless sensor networks
2013
205 Citations (Scopus)

Design of optimal sparse feedback gains via the alternating direction method of multipliers

Lin, F., Fardad, M. & Jovanovic, M. R., 2013, In : IEEE Transactions on Automatic Control. 58, 9, p. 2426-2431 6 p., 6497509.

Research output: Contribution to journalArticle

Feedback
Controllers
Telecommunication links
Amplification
7 Citations (Scopus)

On new characterizations of social influence in social networks

Fardad, M., Lin, F., Zhang, X. & Jovanovic, M. R., 2013, Proceedings of the American Control Conference. p. 4777-4782 6 p. 6580577

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

On optimal periodic sensor scheduling for field estimation in wireless sensor networks

Liu, S., Fardad, M., Masazade, E. & Varshney, P. K., 2013, 2013 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2013 - Proceedings. p. 137-140 4 p. 6736834

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Wireless sensor networks
Scheduling
Sensors
5 Citations (Scopus)

On optimal sensor placement for mitigation of vulnerabilities to cyber attacks in large-scale networks

Vaidya, U. & Fardad, M., 2013, 2013 European Control Conference, ECC 2013. p. 3548-3553 6 p. 6669723

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Convex optimization
Sensors
Observability
Controllability
Dynamical systems
2012
15 Citations (Scopus)

Identification of sparse communication graphs in consensus networks

Lin, F., Fardad, M. & Jovanovic, M. R., 2012, 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012. p. 85-89 5 p. 6483203

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Controllers
Telecommunication links
Communication
Amplification
Topology
12 Citations (Scopus)

On identifying sparse representations of consensus networks

Dhingra, N., Lin, F., Fardad, M. & Jovanović, M. R., 2012, IFAC Proceedings Volumes (IFAC-PapersOnline). p. 305-310 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Topology
13 Citations (Scopus)

On the optimal dissemination of information in social networks

Fardad, M., Zhang, X., Lin, F. & Jovanovic, M. R., 2012, Proceedings of the IEEE Conference on Decision and Control. p. 2539-2544 6 p. 6426070

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Social Networks
Method of multipliers
Social Influence
Alternating Direction Method
Optimal Location
7 Citations (Scopus)

On the optimal synchronization of oscillator networks via sparse interconnection graphs

Fardad, M., Lin, F. & Jovanovic, M. R., 2012, Proceedings of the American Control Conference. p. 4777-4782 6 p. 6315116

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Synchronization
Communication
Optimal design
105 Citations (Scopus)

Optimal control of vehicular formations with nearest neighbor interactions

Lin, F., Fardad, M. & Jovanović, M. R., 2012, In : IEEE Transactions on Automatic Control. 57, 9, p. 2203-2218 16 p., 6112659.

Research output: Contribution to journalArticle

Controllers
Feedback
Information use
Newton-Raphson method
7 Citations (Scopus)

Performance of leader-follower networks in directed trees and lattices

Lin, F., Fardad, M. & Jovanovic, M. R., 2012, Proceedings of the IEEE Conference on Decision and Control. p. 734-739 6 p. 6425879

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Vertex of a graph
Disturbance
Laplacian Matrix
Amplification
Transfer functions
32 Citations (Scopus)

Sparse feedback synthesis via the alternating direction method of multipliers

Lin, F., Fardad, M. & Jovanovic, M. R., 2012, Proceedings of the American Control Conference. p. 4765-4770 6 p. 6315694

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feedback
Controllers
Telecommunication links
47 Citations (Scopus)

Sparsity-promoting extended kalman filtering for target tracking in wireless sensor networks

Masazade, E., Fardad, M. & Varshney, P. K., 2012, In : IEEE Signal Processing Letters. 19, 12, p. 845-848 4 p., 6310013.

Research output: Contribution to journalArticle

Extended Kalman Filtering
Target Tracking
Target tracking
Sparsity
Wireless Sensor Networks
2011
29 Citations (Scopus)

Algorithms for leader selection in large dynamical networks: Noise-free leaders

Fardad, M., Lin, F. & Jovanovic, M. R., 2011, Proceedings of the IEEE Conference on Decision and Control. p. 7188-7193 6 p. 6161482

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Trajectories
Electrical Networks
Semidefinite Program
Assign
Trajectory
44 Citations (Scopus)

Algorithms for leader selection in large dynamical networks: Noise-corrupted leaders

Lin, F., Fardad, M. & Jovanovic, M. R., 2011, Proceedings of the IEEE Conference on Decision and Control. p. 2932-2937 6 p. 6161507

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Method of multipliers
Convex Relaxation
Alternating Direction Method
Global Minimum
Greedy Algorithm
98 Citations (Scopus)

Augmented lagrangian approach to design of structured optimal state feedback gains

Lin, F., Fardad, M. & Jovanovic, M. R., Dec 2011, In : IEEE Transactions on Automatic Control. 56, 12, p. 2923-2929 7 p., 5893917.

Research output: Contribution to journalArticle

State feedback
Controllers
Lagrange multipliers
Feedback
Communication
15 Citations (Scopus)

Design of optimal controllers for spatially invariant systems with finite communication speed

Fardad, M. & Jovanović, M. R., May 2011, In : Automatica. 47, 5, p. 880-889 10 p.

Research output: Contribution to journalArticle

Controllers
Impulse response
Communication
73 Citations (Scopus)

Sparsity-promoting optimal control for a class of distributed systems

Fardad, M., Lin, F. & Jovanović, M. R., 2011, Proceedings of the American Control Conference. p. 2050-2055 6 p. 5991020

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Telecommunication links
Communication
Combinatorial optimization
Topology
Controllers
2010

Investigation of POD bases for flow control on disk wakes

Berger, Z., Bigger, R., Fardad, M., Higuch, H., Glauser, M. N. & Orbaker, A. J., 2010, American Society of Mechanical Engineers, Fluids Engineering Division (Publication) FEDSM. PARTS A, B AND C ed. Vol. 1. p. 1109-1116 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Flow control
Velocity measurement
Linearization
Flow fields
Reynolds number
4 Citations (Scopus)

On the dual decomposition of linear quadratic optimal control problems for vehicular formations

Fardad, M., Lin, F. & Jovanović, M. R., 2010, Proceedings of the IEEE Conference on Decision and Control. p. 6287-6292 6 p. 5717487

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Optimal Control Problem
Decomposition
Decompose
Augmented Lagrangian Method
Dual Method
3 Citations (Scopus)

On the optimal localized feedback design for multi-vehicle systems

Lin, F., Fardad, M. & Jovanović, M. R., 2010, Proceedings of the IEEE Conference on Decision and Control. p. 5744-5749 6 p. 5718163

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feedback
Performance Measures
Quantify
Closed loop systems
Topology

On the optimal localized feedback design for vehicular platoons

Lin, F., Fardad, M. & Jovanović, M. R., 2010, Proceedings of the 2010 American Control Conference, ACC 2010. p. 4622-4627 6 p. 5531056

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feedback
Newton-Raphson method
25 Citations (Scopus)

Stability in the almost everywhere sense: A linear transfer operator approach

Rajaram, R., Vaidya, U., Fardad, M. & Ganapathysubramanian, B., Aug 2010, In : Journal of Mathematical Analysis and Applications. 368, 1, p. 144-156 13 p.

Research output: Contribution to journalArticle

Transfer Operator
Nonnegative Solution
Lyapunov
Linear Operator
Ordinary differential equation
2009
9 Citations (Scopus)

A necessary and sufficient frequency domain criterion for the passivity of SISO sampled-data systems

Fardad, M. & Bamieh, B., 2009, In : IEEE Transactions on Automatic Control. 54, 3, p. 611-614 4 p.

Research output: Contribution to journalArticle

Closed loop systems
Frequency response
Transfer functions
Mathematical operators
Sampling